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MZ YANG
2026-01-27 00:27:43 +08:00
parent e09695319c
commit 65391910a2
5 changed files with 1587 additions and 1584 deletions
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3
example/results/config_used.json
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@@ -52,6 +52,9 @@
0.75, 0.75,
0.95 0.95
], ],
"snr_weighted_loss": true,
"snr_gamma": 1.0,
"residual_stat_weight": 0.0,
"sample_batch_size": 8, "sample_batch_size": 8,
"sample_seq_len": 128 "sample_seq_len": 128
} }

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example/results/eval.json
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2048
example/results/generated.csv
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example/results/metrics_history.csv
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@@ -1,5 +1,5 @@
timestamp,avg_ks,avg_jsd,avg_lag1_diff timestamp,avg_ks,avg_jsd,avg_lag1_diff
2026-01-26T15:44:26.307537,0.6492742924528302,0.05596729318445949,0.19273713358710656 2026-01-26T16:14:55.559908,0.647415595518868,0.05766991188979076,0.19817003061530652
2026-01-26T15:44:26.371130,0.6492742924528302,0.05596729318445949,0.19273713358710656 2026-01-26T16:14:55.651043,0.647415595518868,0.05766991188979076,0.19817003061530652
2026-01-26T15:57:18.070032,0.6918270047169811,0.05784529705884296,0.15971391181293706 2026-01-26T16:27:29.135363,0.6892453124999998,0.05644081070016779,0.15687761402771164
2026-01-26T15:57:18.127176,0.6918270047169811,0.05784529705884296,0.15971391181293706 2026-01-26T16:27:29.182438,0.6892453124999998,0.05644081070016779,0.15687761402771164
1 timestamp avg_ks avg_jsd avg_lag1_diff
2 2026-01-26T15:44:26.307537 2026-01-26T16:14:55.559908 0.6492742924528302 0.647415595518868 0.05596729318445949 0.05766991188979076 0.19273713358710656 0.19817003061530652
3 2026-01-26T15:44:26.371130 2026-01-26T16:14:55.651043 0.6492742924528302 0.647415595518868 0.05596729318445949 0.05766991188979076 0.19273713358710656 0.19817003061530652
4 2026-01-26T15:57:18.070032 2026-01-26T16:27:29.135363 0.6918270047169811 0.6892453124999998 0.05784529705884296 0.05644081070016779 0.15971391181293706 0.15687761402771164
5 2026-01-26T15:57:18.127176 2026-01-26T16:27:29.182438 0.6918270047169811 0.6892453124999998 0.05784529705884296 0.05644081070016779 0.15971391181293706 0.15687761402771164

120
example/results/train_log.csv
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@@ -1,61 +1,61 @@
epoch,step,loss,loss_cont,loss_disc epoch,step,loss,loss_cont,loss_disc
0,0,9713.261719,13875.351562,1.720373 0,0,4929.702637,7041.695312,1.720373
0,10,8023.076660,11461.106445,1.007133 0,10,4094.088623,5848.284180,0.965957
0,20,6807.641602,9724.873047,0.767569 0,20,3909.277588,5584.370117,0.728122
0,30,6312.060547,9016.987305,0.564668 0,30,3274.435059,4677.542480,0.517865
0,40,5386.216797,7694.411133,0.430318 0,40,2500.759033,3572.344238,0.393503
0,50,4963.577148,7090.684082,0.326930 0,50,2322.868164,3318.248779,0.313600
1,0,4725.219727,6750.145020,0.394325 1,0,2479.125488,3541.445068,0.379787
1,10,4279.921875,6114.078613,0.222957 1,10,2062.108154,2945.774414,0.220172
1,20,4431.732422,6330.923340,0.287131 1,20,2102.054443,3002.812744,0.285034
1,30,4276.957031,6109.820801,0.275023 1,30,1860.969116,2658.411377,0.270673
1,40,3644.046875,5205.647461,0.312640 1,40,1841.305054,2630.305908,0.303127
1,50,3690.688965,5272.285645,0.296904 1,50,1648.720337,2355.189209,0.293059
2,0,3732.816650,5332.450684,0.337953 2,0,1742.864014,2489.664551,0.329591
2,10,3107.308105,4438.910645,0.235990 2,10,1684.673462,2406.576416,0.233349
2,20,3536.543945,5052.089844,0.270174 2,20,1717.576782,2453.565186,0.270634
2,30,3026.891113,4324.014160,0.271219 2,30,1621.113281,2315.762207,0.265843
2,40,3201.482422,4573.422363,0.289679 2,40,1593.864624,2276.828613,0.282131
2,50,3280.612061,4686.467285,0.282908 2,50,1706.290039,2437.437500,0.279521
3,0,3455.144531,4935.755371,0.385460 3,0,1677.283936,2395.959473,0.374552
3,10,3607.462402,5153.429688,0.205721 3,10,1550.751953,2215.273438,0.201646
3,20,3284.412842,4691.885742,0.308854 3,20,1571.487793,2244.850098,0.309093
3,30,3400.441162,4857.651367,0.284128 3,30,1523.015747,2175.615967,0.282105
3,40,3120.072021,4457.129883,0.270115 3,40,1514.016724,2162.767334,0.265294
3,50,3383.768799,4833.830078,0.293231 3,50,1458.673462,2083.697266,0.284944
4,0,3133.427490,4476.173340,0.354325 4,0,1561.831909,2231.037842,0.351518
4,10,3416.686523,4880.900879,0.186528 4,10,1554.566040,2220.729980,0.183635
4,20,3066.932373,4381.207520,0.290701 4,20,1514.729736,2163.774902,0.291097
4,30,2971.961182,4245.532715,0.294955 4,30,1536.844971,2195.367920,0.291156
4,40,3349.305420,4784.606934,0.268355 4,40,1536.513916,2194.907471,0.262305
4,50,2739.643799,3913.654053,0.286212 4,50,1505.790283,2151.008301,0.281376
5,0,3136.944824,4481.198730,0.352733 5,0,1500.442749,2143.336914,0.356281
5,10,2893.857178,4133.997559,0.196122 5,10,1547.852173,2211.134766,0.192927
5,20,3058.475098,4369.134766,0.269017 5,20,1449.076050,2069.996338,0.262224
5,30,3180.104004,4542.884277,0.282962 5,30,1460.981323,2086.997070,0.278028
5,40,3142.283447,4488.856934,0.278799 5,40,1490.492920,2129.158936,0.272411
5,50,2918.459229,4169.103027,0.290766 5,50,1477.406494,2110.458740,0.284989
6,0,2804.770508,4006.656006,0.371459 6,0,1547.708008,2210.856934,0.360383
6,10,3413.467773,4876.297852,0.197895 6,10,1559.942749,2228.406006,0.195168
6,20,3023.050049,4318.525879,0.273404 6,20,1444.935913,2064.074219,0.279902
6,30,2847.473389,4067.706055,0.263533 6,30,1484.952393,2121.248535,0.261602
6,40,2951.687012,4216.577148,0.276485 6,40,1493.800049,2133.884033,0.270994
6,50,3042.343506,4346.076660,0.299161 6,50,1461.232178,2087.348389,0.294597
7,0,2984.346191,4263.208008,0.334949 7,0,1532.277222,2188.826904,0.327869
7,10,3109.874512,4442.582520,0.222767 7,10,1479.129639,2112.947510,0.221460
7,20,3007.400635,4296.156738,0.303904 7,20,1509.928955,2156.923340,0.275589
7,30,3035.098877,4335.732910,0.286776 7,30,1514.216797,2163.045166,0.284099
7,40,2896.318115,4137.476074,0.283434 7,40,1449.468140,2070.546875,0.284387
7,50,3068.481201,4383.437012,0.251529 7,50,1417.121216,2024.351929,0.249371
8,0,3108.661133,4440.795410,0.348236 8,0,1546.863647,2209.657715,0.344419
8,10,2482.557129,3546.450439,0.138907 8,10,1403.296387,2004.650635,0.136717
8,20,3415.008545,4878.460449,0.287334 8,20,1459.187256,2084.435303,0.274877
8,30,2730.953857,3901.237793,0.291118 8,30,1436.662964,2052.252930,0.286652
8,40,2982.692871,4260.859375,0.304716 8,40,1457.325928,2081.765869,0.299276
8,50,3067.582764,4382.143555,0.274588 8,50,1503.937622,2148.365479,0.272500
9,0,2991.899658,4273.981934,0.374752 9,0,1561.908569,2231.140625,0.367016
9,10,2381.942139,3402.682861,0.214239 9,10,1424.279785,2034.595825,0.209056
9,20,2983.859375,4262.552734,0.241435 9,20,1484.073730,2120.000977,0.243653
9,30,2921.763916,4173.837891,0.258149 9,30,1421.899780,2031.174438,0.258708
9,40,2748.715332,3926.613281,0.287305 9,40,1453.889282,2076.863037,0.283932
9,50,2787.689453,3982.300781,0.262529 9,50,1427.082886,2038.579346,0.257987
1 epoch step loss loss_cont loss_disc
2 0 0 9713.261719 4929.702637 13875.351562 7041.695312 1.720373
3 0 10 8023.076660 4094.088623 11461.106445 5848.284180 1.007133 0.965957
4 0 20 6807.641602 3909.277588 9724.873047 5584.370117 0.767569 0.728122
5 0 30 6312.060547 3274.435059 9016.987305 4677.542480 0.564668 0.517865
6 0 40 5386.216797 2500.759033 7694.411133 3572.344238 0.430318 0.393503
7 0 50 4963.577148 2322.868164 7090.684082 3318.248779 0.326930 0.313600
8 1 0 4725.219727 2479.125488 6750.145020 3541.445068 0.394325 0.379787
9 1 10 4279.921875 2062.108154 6114.078613 2945.774414 0.222957 0.220172
10 1 20 4431.732422 2102.054443 6330.923340 3002.812744 0.287131 0.285034
11 1 30 4276.957031 1860.969116 6109.820801 2658.411377 0.275023 0.270673
12 1 40 3644.046875 1841.305054 5205.647461 2630.305908 0.312640 0.303127
13 1 50 3690.688965 1648.720337 5272.285645 2355.189209 0.296904 0.293059
14 2 0 3732.816650 1742.864014 5332.450684 2489.664551 0.337953 0.329591
15 2 10 3107.308105 1684.673462 4438.910645 2406.576416 0.235990 0.233349
16 2 20 3536.543945 1717.576782 5052.089844 2453.565186 0.270174 0.270634
17 2 30 3026.891113 1621.113281 4324.014160 2315.762207 0.271219 0.265843
18 2 40 3201.482422 1593.864624 4573.422363 2276.828613 0.289679 0.282131
19 2 50 3280.612061 1706.290039 4686.467285 2437.437500 0.282908 0.279521
20 3 0 3455.144531 1677.283936 4935.755371 2395.959473 0.385460 0.374552
21 3 10 3607.462402 1550.751953 5153.429688 2215.273438 0.205721 0.201646
22 3 20 3284.412842 1571.487793 4691.885742 2244.850098 0.308854 0.309093
23 3 30 3400.441162 1523.015747 4857.651367 2175.615967 0.284128 0.282105
24 3 40 3120.072021 1514.016724 4457.129883 2162.767334 0.270115 0.265294
25 3 50 3383.768799 1458.673462 4833.830078 2083.697266 0.293231 0.284944
26 4 0 3133.427490 1561.831909 4476.173340 2231.037842 0.354325 0.351518
27 4 10 3416.686523 1554.566040 4880.900879 2220.729980 0.186528 0.183635
28 4 20 3066.932373 1514.729736 4381.207520 2163.774902 0.290701 0.291097
29 4 30 2971.961182 1536.844971 4245.532715 2195.367920 0.294955 0.291156
30 4 40 3349.305420 1536.513916 4784.606934 2194.907471 0.268355 0.262305
31 4 50 2739.643799 1505.790283 3913.654053 2151.008301 0.286212 0.281376
32 5 0 3136.944824 1500.442749 4481.198730 2143.336914 0.352733 0.356281
33 5 10 2893.857178 1547.852173 4133.997559 2211.134766 0.196122 0.192927
34 5 20 3058.475098 1449.076050 4369.134766 2069.996338 0.269017 0.262224
35 5 30 3180.104004 1460.981323 4542.884277 2086.997070 0.282962 0.278028
36 5 40 3142.283447 1490.492920 4488.856934 2129.158936 0.278799 0.272411
37 5 50 2918.459229 1477.406494 4169.103027 2110.458740 0.290766 0.284989
38 6 0 2804.770508 1547.708008 4006.656006 2210.856934 0.371459 0.360383
39 6 10 3413.467773 1559.942749 4876.297852 2228.406006 0.197895 0.195168
40 6 20 3023.050049 1444.935913 4318.525879 2064.074219 0.273404 0.279902
41 6 30 2847.473389 1484.952393 4067.706055 2121.248535 0.263533 0.261602
42 6 40 2951.687012 1493.800049 4216.577148 2133.884033 0.276485 0.270994
43 6 50 3042.343506 1461.232178 4346.076660 2087.348389 0.299161 0.294597
44 7 0 2984.346191 1532.277222 4263.208008 2188.826904 0.334949 0.327869
45 7 10 3109.874512 1479.129639 4442.582520 2112.947510 0.222767 0.221460
46 7 20 3007.400635 1509.928955 4296.156738 2156.923340 0.303904 0.275589
47 7 30 3035.098877 1514.216797 4335.732910 2163.045166 0.286776 0.284099
48 7 40 2896.318115 1449.468140 4137.476074 2070.546875 0.283434 0.284387
49 7 50 3068.481201 1417.121216 4383.437012 2024.351929 0.251529 0.249371
50 8 0 3108.661133 1546.863647 4440.795410 2209.657715 0.348236 0.344419
51 8 10 2482.557129 1403.296387 3546.450439 2004.650635 0.138907 0.136717
52 8 20 3415.008545 1459.187256 4878.460449 2084.435303 0.287334 0.274877
53 8 30 2730.953857 1436.662964 3901.237793 2052.252930 0.291118 0.286652
54 8 40 2982.692871 1457.325928 4260.859375 2081.765869 0.304716 0.299276
55 8 50 3067.582764 1503.937622 4382.143555 2148.365479 0.274588 0.272500
56 9 0 2991.899658 1561.908569 4273.981934 2231.140625 0.374752 0.367016
57 9 10 2381.942139 1424.279785 3402.682861 2034.595825 0.214239 0.209056
58 9 20 2983.859375 1484.073730 4262.552734 2120.000977 0.241435 0.243653
59 9 30 2921.763916 1421.899780 4173.837891 2031.174438 0.258149 0.258708
60 9 40 2748.715332 1453.889282 3926.613281 2076.863037 0.287305 0.283932
61 9 50 2787.689453 1427.082886 3982.300781 2038.579346 0.262529 0.257987